Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 7222 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 846.5 KiB |
| Average record size in memory | 120.0 B |
Variable types
| Numeric | 15 |
|---|
TIME is highly correlated with S and 13 other fields | High correlation |
S is highly correlated with TIME and 13 other fields | High correlation |
T1 is highly correlated with TIME and 13 other fields | High correlation |
T2 is highly correlated with TIME and 13 other fields | High correlation |
T3 is highly correlated with TIME and 13 other fields | High correlation |
T4 is highly correlated with TIME and 13 other fields | High correlation |
T5 is highly correlated with TIME and 13 other fields | High correlation |
T6 is highly correlated with TIME and 13 other fields | High correlation |
T7 is highly correlated with TIME and 13 other fields | High correlation |
T8 is highly correlated with TIME and 13 other fields | High correlation |
T9 is highly correlated with TIME and 13 other fields | High correlation |
T10 is highly correlated with TIME and 13 other fields | High correlation |
T11 is highly correlated with TIME and 13 other fields | High correlation |
T12 is highly correlated with TIME and 13 other fields | High correlation |
Z is highly correlated with TIME and 13 other fields | High correlation |
TIME is uniformly distributed | Uniform |
TIME has unique values | Unique |
S has 1231 (17.0%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-11 03:27:06.081370 |
|---|---|
| Analysis finished | 2022-11-11 03:27:19.206018 |
| Duration | 13.12 seconds |
| Software version | pandas-profiling v3.4.0 |
| Download configuration | config.json |
| Distinct | 7222 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 300.875 |
| Minimum | 0 |
|---|---|
| Maximum | 601.75 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 30.0875 |
| Q1 | 150.4375 |
| median | 300.875 |
| Q3 | 451.3125 |
| 95-th percentile | 571.6625 |
| Maximum | 601.75 |
| Range | 601.75 |
| Interquartile range (IQR) | 300.875 |
Descriptive statistics
| Standard deviation | 173.7463462 |
|---|---|
| Coefficient of variation (CV) | 0.5774701993 |
| Kurtosis | -1.2 |
| Mean | 300.875 |
| Median Absolute Deviation (MAD) | 150.4583333 |
| Skewness | 0 |
| Sum | 2172919.25 |
| Variance | 30187.79282 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 404.3333333 | 1 | < 0.1% |
| 401.8333333 | 1 | < 0.1% |
| 401.75 | 1 | < 0.1% |
| 401.6666667 | 1 | < 0.1% |
| 401.5833333 | 1 | < 0.1% |
| 401.5 | 1 | < 0.1% |
| 401.4166667 | 1 | < 0.1% |
| 401.3333333 | 1 | < 0.1% |
| 401.25 | 1 | < 0.1% |
| Other values (7212) | 7212 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.08333333333 | 1 | |
| 0.1666666667 | 1 | |
| 0.25 | 1 | |
| 0.3333333333 | 1 | |
| 0.4166666667 | 1 | |
| 0.5 | 1 | |
| 0.5833333333 | 1 | |
| 0.6666666667 | 1 | |
| 0.75 | 1 |
| Value | Count | Frequency (%) |
| 601.75 | 1 | |
| 601.6666667 | 1 | |
| 601.5833333 | 1 | |
| 601.5 | 1 | |
| 601.4166667 | 1 | |
| 601.3333333 | 1 | |
| 601.25 | 1 | |
| 601.1666667 | 1 | |
| 601.0833333 | 1 | |
| 601 | 1 |
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10890.40917 |
| Minimum | 0 |
|---|---|
| Maximum | 20001 |
| Zeros | 1231 |
| Zeros (%) | 17.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 8000 |
| median | 12001 |
| Q3 | 15999 |
| 95-th percentile | 19999 |
| Maximum | 20001 |
| Range | 20001 |
| Interquartile range (IQR) | 7999 |
Descriptive statistics
| Standard deviation | 5868.932755 |
|---|---|
| Coefficient of variation (CV) | 0.5389083794 |
| Kurtosis | -0.4219593385 |
| Mean | 10890.40917 |
| Median Absolute Deviation (MAD) | 3998 |
| Skewness | -0.6724084407 |
| Sum | 78650535 |
| Variance | 34444371.68 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 12001 | 1323 | |
| 0 | 1231 | |
| 15999 | 988 | |
| 14000 | 887 | |
| 9998 | 765 | |
| 8000 | 692 | |
| 18000 | 436 | 6.0% |
| 20001 | 286 | 4.0% |
| 7999 | 256 | 3.5% |
| 13999 | 229 | 3.2% |
| Other values (5) | 129 | 1.8% |
| Value | Count | Frequency (%) |
| 0 | 1231 | |
| 7999 | 256 | 3.5% |
| 8000 | 692 | |
| 9998 | 765 | |
| 11265 | 1 | < 0.1% |
| 11955 | 1 | < 0.1% |
| 12001 | 1323 | |
| 13999 | 229 | 3.2% |
| 14000 | 887 | |
| 14843 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20001 | 286 | 4.0% |
| 19999 | 118 | 1.6% |
| 18000 | 436 | 6.0% |
| 17998 | 8 | 0.1% |
| 15999 | 988 | |
| 14843 | 1 | < 0.1% |
| 14000 | 887 | |
| 13999 | 229 | 3.2% |
| 12001 | 1323 | |
| 11955 | 1 | < 0.1% |
| Distinct | 65 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.72903628 |
| Minimum | 22.3 |
|---|---|
| Maximum | 25.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 22.3 |
|---|---|
| 5-th percentile | 22.9025 |
| Q1 | 23.1 |
| median | 23.5 |
| Q3 | 24.2 |
| 95-th percentile | 25.2 |
| Maximum | 25.5 |
| Range | 3.2 |
| Interquartile range (IQR) | 1.1 |
Descriptive statistics
| Standard deviation | 0.6932260817 |
|---|---|
| Coefficient of variation (CV) | 0.02921425352 |
| Kurtosis | -0.4047933005 |
| Mean | 23.72903628 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 0.655761621 |
| Sum | 171371.1 |
| Variance | 0.4805624003 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 23.1 | 1016 | |
| 24.1 | 933 | |
| 23.4 | 823 | |
| 23 | 776 | |
| 23.6 | 568 | |
| 24.7 | 389 | 5.4% |
| 24.5 | 374 | 5.2% |
| 24.2 | 350 | 4.8% |
| 24.3 | 314 | 4.3% |
| 23.2 | 264 | 3.7% |
| Other values (55) | 1415 |
| Value | Count | Frequency (%) |
| 22.3 | 29 | |
| 22.35 | 1 | < 0.1% |
| 22.4 | 2 | < 0.1% |
| 22.45 | 1 | < 0.1% |
| 22.5 | 3 | < 0.1% |
| 22.55 | 1 | < 0.1% |
| 22.6 | 31 | |
| 22.65 | 1 | < 0.1% |
| 22.7 | 31 | |
| 22.75 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 25.5 | 15 | 0.2% |
| 25.45 | 2 | < 0.1% |
| 25.4 | 261 | |
| 25.35 | 2 | < 0.1% |
| 25.3 | 69 | 1.0% |
| 25.25 | 2 | < 0.1% |
| 25.2 | 16 | 0.2% |
| 25.15 | 2 | < 0.1% |
| 25.1 | 21 | 0.3% |
| 25.05 | 2 | < 0.1% |
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.52918859 |
| Minimum | 22.2 |
|---|---|
| Maximum | 23 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 22.2 |
|---|---|
| 5-th percentile | 22.2 |
| Q1 | 22.3 |
| median | 22.5 |
| Q3 | 22.7 |
| 95-th percentile | 23 |
| Maximum | 23 |
| Range | 0.8 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.2623720387 |
|---|---|
| Coefficient of variation (CV) | 0.01164587165 |
| Kurtosis | -0.7874499596 |
| Mean | 22.52918859 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 0.6083845079 |
| Sum | 162705.8 |
| Variance | 0.06883908671 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 22.4 | 1461 | |
| 23 | 1165 | |
| 22.2 | 1068 | |
| 22.3 | 983 | |
| 22.6 | 973 | |
| 22.5 | 819 | |
| 22.8 | 401 | 5.6% |
| 22.7 | 335 | 4.6% |
| 22.9 | 17 | 0.2% |
| Value | Count | Frequency (%) |
| 22.2 | 1068 | |
| 22.3 | 983 | |
| 22.4 | 1461 | |
| 22.5 | 819 | |
| 22.6 | 973 | |
| 22.7 | 335 | 4.6% |
| 22.8 | 401 | 5.6% |
| 22.9 | 17 | 0.2% |
| 23 | 1165 |
| Value | Count | Frequency (%) |
| 23 | 1165 | |
| 22.9 | 17 | 0.2% |
| 22.8 | 401 | 5.6% |
| 22.7 | 335 | 4.6% |
| 22.6 | 973 | |
| 22.5 | 819 | |
| 22.4 | 1461 | |
| 22.3 | 983 | |
| 22.2 | 1068 |
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.5107311 |
| Minimum | 22.1 |
|---|---|
| Maximum | 23 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 22.1 |
|---|---|
| 5-th percentile | 22.2 |
| Q1 | 22.3 |
| median | 22.4 |
| Q3 | 22.7 |
| 95-th percentile | 23 |
| Maximum | 23 |
| Range | 0.9 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.2644254784 |
|---|---|
| Coefficient of variation (CV) | 0.01174664107 |
| Kurtosis | -0.547477296 |
| Mean | 22.5107311 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | 0.6572493225 |
| Sum | 162572.5 |
| Variance | 0.06992083365 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 22.4 | 1517 | |
| 23 | 1168 | |
| 22.5 | 1102 | |
| 22.3 | 997 | |
| 22.2 | 836 | |
| 22.6 | 656 | |
| 22.7 | 581 | 8.0% |
| 22.1 | 282 | 3.9% |
| 22.8 | 68 | 0.9% |
| 22.9 | 15 | 0.2% |
| Value | Count | Frequency (%) |
| 22.1 | 282 | 3.9% |
| 22.2 | 836 | |
| 22.3 | 997 | |
| 22.4 | 1517 | |
| 22.5 | 1102 | |
| 22.6 | 656 | |
| 22.7 | 581 | 8.0% |
| 22.8 | 68 | 0.9% |
| 22.9 | 15 | 0.2% |
| 23 | 1168 |
| Value | Count | Frequency (%) |
| 23 | 1168 | |
| 22.9 | 15 | 0.2% |
| 22.8 | 68 | 0.9% |
| 22.7 | 581 | 8.0% |
| 22.6 | 656 | |
| 22.5 | 1102 | |
| 22.4 | 1517 | |
| 22.3 | 997 | |
| 22.2 | 836 | |
| 22.1 | 282 | 3.9% |
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.85048463 |
| Minimum | 22.3 |
|---|---|
| Maximum | 23.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 22.3 |
|---|---|
| 5-th percentile | 22.4 |
| Q1 | 22.5 |
| median | 22.8 |
| Q3 | 23.1 |
| 95-th percentile | 23.4 |
| Maximum | 23.4 |
| Range | 1.1 |
| Interquartile range (IQR) | 0.6 |
Descriptive statistics
| Standard deviation | 0.3081753853 |
|---|---|
| Coefficient of variation (CV) | 0.01348660172 |
| Kurtosis | -0.9767457455 |
| Mean | 22.85048463 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | 0.1391415823 |
| Sum | 165026.2 |
| Variance | 0.09497206811 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 22.8 | 1335 | |
| 22.5 | 1330 | |
| 23.1 | 740 | |
| 23 | 683 | |
| 22.9 | 623 | |
| 23.4 | 591 | |
| 22.6 | 540 | |
| 23.2 | 420 | 5.8% |
| 23.3 | 324 | 4.5% |
| 22.3 | 257 | 3.6% |
| Other values (2) | 379 | 5.2% |
| Value | Count | Frequency (%) |
| 22.3 | 257 | 3.6% |
| 22.4 | 225 | 3.1% |
| 22.5 | 1330 | |
| 22.6 | 540 | |
| 22.7 | 154 | 2.1% |
| 22.8 | 1335 | |
| 22.9 | 623 | |
| 23 | 683 | |
| 23.1 | 740 | |
| 23.2 | 420 | 5.8% |
| Value | Count | Frequency (%) |
| 23.4 | 591 | |
| 23.3 | 324 | 4.5% |
| 23.2 | 420 | 5.8% |
| 23.1 | 740 | |
| 23 | 683 | |
| 22.9 | 623 | |
| 22.8 | 1335 | |
| 22.7 | 154 | 2.1% |
| 22.6 | 540 | |
| 22.5 | 1330 |
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.74300748 |
| Minimum | 22.4 |
|---|---|
| Maximum | 23.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 22.4 |
|---|---|
| 5-th percentile | 22.4 |
| Q1 | 22.5 |
| median | 22.6 |
| Q3 | 23 |
| 95-th percentile | 23.2 |
| Maximum | 23.2 |
| Range | 0.8 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.2688772137 |
|---|---|
| Coefficient of variation (CV) | 0.0118224124 |
| Kurtosis | -1.362065725 |
| Mean | 22.74300748 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | 0.4407897248 |
| Sum | 164250 |
| Variance | 0.07229495604 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 22.5 | 2220 | |
| 23.1 | 1105 | |
| 22.6 | 1055 | |
| 23.2 | 610 | 8.4% |
| 22.9 | 551 | 7.6% |
| 22.4 | 508 | 7.0% |
| 22.7 | 402 | 5.6% |
| 23 | 391 | 5.4% |
| 22.8 | 380 | 5.3% |
| Value | Count | Frequency (%) |
| 22.4 | 508 | 7.0% |
| 22.5 | 2220 | |
| 22.6 | 1055 | |
| 22.7 | 402 | 5.6% |
| 22.8 | 380 | 5.3% |
| 22.9 | 551 | 7.6% |
| 23 | 391 | 5.4% |
| 23.1 | 1105 | |
| 23.2 | 610 | 8.4% |
| Value | Count | Frequency (%) |
| 23.2 | 610 | 8.4% |
| 23.1 | 1105 | |
| 23 | 391 | 5.4% |
| 22.9 | 551 | 7.6% |
| 22.8 | 380 | 5.3% |
| 22.7 | 402 | 5.6% |
| 22.6 | 1055 | |
| 22.5 | 2220 | |
| 22.4 | 508 | 7.0% |
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.67416228 |
| Minimum | 22.5 |
|---|---|
| Maximum | 23 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 22.5 |
|---|---|
| 5-th percentile | 22.5 |
| Q1 | 22.5 |
| median | 22.6 |
| Q3 | 22.9 |
| 95-th percentile | 23 |
| Maximum | 23 |
| Range | 0.5 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.1792360505 |
|---|---|
| Coefficient of variation (CV) | 0.007904858768 |
| Kurtosis | -1.348718984 |
| Mean | 22.67416228 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | 0.479316909 |
| Sum | 163752.8 |
| Variance | 0.03212556181 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 22.5 | 2878 | |
| 22.9 | 1548 | |
| 22.6 | 1133 | 15.7% |
| 22.7 | 708 | 9.8% |
| 23 | 486 | 6.7% |
| 22.8 | 469 | 6.5% |
| Value | Count | Frequency (%) |
| 22.5 | 2878 | |
| 22.6 | 1133 | 15.7% |
| 22.7 | 708 | 9.8% |
| 22.8 | 469 | 6.5% |
| 22.9 | 1548 | |
| 23 | 486 | 6.7% |
| Value | Count | Frequency (%) |
| 23 | 486 | 6.7% |
| 22.9 | 1548 | |
| 22.8 | 469 | 6.5% |
| 22.7 | 708 | 9.8% |
| 22.6 | 1133 | 15.7% |
| 22.5 | 2878 |
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.42729161 |
| Minimum | 22 |
|---|---|
| Maximum | 23 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 22 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 22.2 |
| median | 22.3 |
| Q3 | 22.5 |
| 95-th percentile | 23 |
| Maximum | 23 |
| Range | 1 |
| Interquartile range (IQR) | 0.3 |
Descriptive statistics
| Standard deviation | 0.2816875039 |
|---|---|
| Coefficient of variation (CV) | 0.01256003216 |
| Kurtosis | -0.07747850759 |
| Mean | 22.42729161 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | 0.9398359092 |
| Sum | 161969.9 |
| Variance | 0.07934784986 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 22.3 | 1674 | |
| 22.2 | 1634 | |
| 22.4 | 1017 | |
| 23 | 979 | |
| 22.5 | 683 | |
| 22.6 | 564 | 7.8% |
| 22 | 366 | 5.1% |
| 22.9 | 164 | 2.3% |
| 22.1 | 97 | 1.3% |
| 22.8 | 31 | 0.4% |
| Value | Count | Frequency (%) |
| 22 | 366 | 5.1% |
| 22.1 | 97 | 1.3% |
| 22.2 | 1634 | |
| 22.3 | 1674 | |
| 22.4 | 1017 | |
| 22.5 | 683 | |
| 22.6 | 564 | 7.8% |
| 22.7 | 13 | 0.2% |
| 22.8 | 31 | 0.4% |
| 22.9 | 164 | 2.3% |
| Value | Count | Frequency (%) |
| 23 | 979 | |
| 22.9 | 164 | 2.3% |
| 22.8 | 31 | 0.4% |
| 22.7 | 13 | 0.2% |
| 22.6 | 564 | 7.8% |
| 22.5 | 683 | |
| 22.4 | 1017 | |
| 22.3 | 1674 | |
| 22.2 | 1634 | |
| 22.1 | 97 | 1.3% |
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.5787455 |
| Minimum | 22.2 |
|---|---|
| Maximum | 23 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 22.2 |
|---|---|
| 5-th percentile | 22.2 |
| Q1 | 22.4 |
| median | 22.5 |
| Q3 | 22.8 |
| 95-th percentile | 23 |
| Maximum | 23 |
| Range | 0.8 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.258131149 |
|---|---|
| Coefficient of variation (CV) | 0.0114324841 |
| Kurtosis | -1.177734429 |
| Mean | 22.5787455 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 0.4196359334 |
| Sum | 163063.7 |
| Variance | 0.0666316901 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 22.4 | 1476 | |
| 22.3 | 1177 | |
| 23 | 1159 | |
| 22.5 | 1105 | |
| 22.7 | 613 | |
| 22.8 | 559 | 7.7% |
| 22.9 | 390 | 5.4% |
| 22.6 | 372 | 5.2% |
| 22.2 | 371 | 5.1% |
| Value | Count | Frequency (%) |
| 22.2 | 371 | 5.1% |
| 22.3 | 1177 | |
| 22.4 | 1476 | |
| 22.5 | 1105 | |
| 22.6 | 372 | 5.2% |
| 22.7 | 613 | |
| 22.8 | 559 | 7.7% |
| 22.9 | 390 | 5.4% |
| 23 | 1159 |
| Value | Count | Frequency (%) |
| 23 | 1159 | |
| 22.9 | 390 | 5.4% |
| 22.8 | 559 | 7.7% |
| 22.7 | 613 | |
| 22.6 | 372 | 5.2% |
| 22.5 | 1105 | |
| 22.4 | 1476 | |
| 22.3 | 1177 | |
| 22.2 | 371 | 5.1% |
| Distinct | 71 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.85947106 |
| Minimum | 23.1 |
|---|---|
| Maximum | 26.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 23.1 |
|---|---|
| 5-th percentile | 23.7 |
| Q1 | 24.1 |
| median | 24.6 |
| Q3 | 25.75 |
| 95-th percentile | 26.2 |
| Maximum | 26.6 |
| Range | 3.5 |
| Interquartile range (IQR) | 1.65 |
Descriptive statistics
| Standard deviation | 0.8634524232 |
|---|---|
| Coefficient of variation (CV) | 0.0347333385 |
| Kurtosis | -1.299186912 |
| Mean | 24.85947106 |
| Median Absolute Deviation (MAD) | 0.7 |
| Skewness | 0.1964773323 |
| Sum | 179535.1 |
| Variance | 0.7455500872 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 24.5 | 514 | 7.1% |
| 25.8 | 430 | 6.0% |
| 24 | 416 | 5.8% |
| 24.6 | 401 | 5.6% |
| 25.9 | 352 | 4.9% |
| 24.1 | 345 | 4.8% |
| 23.8 | 343 | 4.7% |
| 24.7 | 319 | 4.4% |
| 24.2 | 299 | 4.1% |
| 23.9 | 295 | 4.1% |
| Other values (61) | 3508 |
| Value | Count | Frequency (%) |
| 23.1 | 37 | |
| 23.15 | 1 | < 0.1% |
| 23.2 | 52 | |
| 23.25 | 1 | < 0.1% |
| 23.3 | 3 | < 0.1% |
| 23.35 | 1 | < 0.1% |
| 23.4 | 4 | 0.1% |
| 23.45 | 1 | < 0.1% |
| 23.5 | 55 | |
| 23.55 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 26.6 | 29 | 0.4% |
| 26.55 | 4 | 0.1% |
| 26.5 | 20 | 0.3% |
| 26.45 | 4 | 0.1% |
| 26.4 | 64 | |
| 26.35 | 8 | 0.1% |
| 26.3 | 95 | |
| 26.25 | 10 | 0.1% |
| 26.2 | 143 | |
| 26.15 | 14 | 0.2% |
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.65497092 |
| Minimum | 22 |
|---|---|
| Maximum | 23.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 22 |
|---|---|
| 5-th percentile | 22.3 |
| Q1 | 22.4 |
| median | 22.6 |
| Q3 | 22.9 |
| 95-th percentile | 23.2 |
| Maximum | 23.4 |
| Range | 1.4 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.3099594445 |
|---|---|
| Coefficient of variation (CV) | 0.013681741 |
| Kurtosis | -0.7634233595 |
| Mean | 22.65497092 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 0.484754694 |
| Sum | 163614.2 |
| Variance | 0.09607485721 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 22.5 | 1349 | |
| 22.3 | 999 | |
| 22.4 | 968 | |
| 22.6 | 605 | |
| 22.7 | 557 | |
| 23 | 524 | 7.3% |
| 22.9 | 510 | 7.1% |
| 22.8 | 441 | 6.1% |
| 23.1 | 423 | 5.9% |
| 23.2 | 417 | 5.8% |
| Other values (5) | 429 | 5.9% |
| Value | Count | Frequency (%) |
| 22 | 45 | 0.6% |
| 22.1 | 60 | 0.8% |
| 22.2 | 109 | 1.5% |
| 22.3 | 999 | |
| 22.4 | 968 | |
| 22.5 | 1349 | |
| 22.6 | 605 | |
| 22.7 | 557 | |
| 22.8 | 441 | 6.1% |
| 22.9 | 510 | 7.1% |
| Value | Count | Frequency (%) |
| 23.4 | 71 | 1.0% |
| 23.3 | 144 | 2.0% |
| 23.2 | 417 | 5.8% |
| 23.1 | 423 | 5.9% |
| 23 | 524 | 7.3% |
| 22.9 | 510 | 7.1% |
| 22.8 | 441 | 6.1% |
| 22.7 | 557 | |
| 22.6 | 605 | |
| 22.5 | 1349 |
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.42741623 |
| Minimum | 21.5 |
|---|---|
| Maximum | 23.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 21.5 |
|---|---|
| 5-th percentile | 21.7 |
| Q1 | 21.9 |
| median | 22.4 |
| Q3 | 22.9 |
| 95-th percentile | 23.2 |
| Maximum | 23.5 |
| Range | 2 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.5163644693 |
|---|---|
| Coefficient of variation (CV) | 0.02302380551 |
| Kurtosis | -1.297592318 |
| Mean | 22.42741623 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 0.1311807133 |
| Sum | 161970.8 |
| Variance | 0.2666322652 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 21.8 | 725 | 10.0% |
| 21.9 | 596 | 8.3% |
| 22 | 572 | 7.9% |
| 23.1 | 559 | 7.7% |
| 22.7 | 514 | 7.1% |
| 22.2 | 473 | 6.5% |
| 22.8 | 457 | 6.3% |
| 22.9 | 379 | 5.2% |
| 23 | 375 | 5.2% |
| 22.1 | 330 | 4.6% |
| Other values (11) | 2242 |
| Value | Count | Frequency (%) |
| 21.5 | 11 | 0.2% |
| 21.6 | 194 | 2.7% |
| 21.7 | 293 | |
| 21.8 | 725 | |
| 21.9 | 596 | |
| 22 | 572 | |
| 22.1 | 330 | |
| 22.2 | 473 | |
| 22.3 | 278 | 3.8% |
| 22.4 | 309 |
| Value | Count | Frequency (%) |
| 23.5 | 13 | 0.2% |
| 23.4 | 92 | 1.3% |
| 23.3 | 199 | 2.8% |
| 23.2 | 308 | |
| 23.1 | 559 | |
| 23 | 375 | |
| 22.9 | 379 | |
| 22.8 | 457 | |
| 22.7 | 514 | |
| 22.6 | 223 | 3.1% |
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.34311825 |
| Minimum | 21.6 |
|---|---|
| Maximum | 23.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 21.6 |
|---|---|
| 5-th percentile | 21.8 |
| Q1 | 22 |
| median | 22.3 |
| Q3 | 22.7 |
| 95-th percentile | 23 |
| Maximum | 23.2 |
| Range | 1.6 |
| Interquartile range (IQR) | 0.7 |
Descriptive statistics
| Standard deviation | 0.4017536991 |
|---|---|
| Coefficient of variation (CV) | 0.01798109354 |
| Kurtosis | -1.065930326 |
| Mean | 22.34311825 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | 0.311254751 |
| Sum | 161362 |
| Variance | 0.1614060348 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 22.1 | 762 | |
| 22.3 | 730 | |
| 22 | 721 | |
| 22.9 | 708 | |
| 21.9 | 697 | |
| 22.2 | 688 | |
| 22.7 | 528 | |
| 21.8 | 497 | |
| 22.6 | 447 | 6.2% |
| 22.8 | 321 | 4.4% |
| Other values (7) | 1123 |
| Value | Count | Frequency (%) |
| 21.6 | 84 | 1.2% |
| 21.7 | 80 | 1.1% |
| 21.8 | 497 | |
| 21.9 | 697 | |
| 22 | 721 | |
| 22.1 | 762 | |
| 22.2 | 688 | |
| 22.3 | 730 | |
| 22.4 | 270 | 3.7% |
| 22.5 | 181 | 2.5% |
| Value | Count | Frequency (%) |
| 23.2 | 93 | 1.3% |
| 23.1 | 150 | 2.1% |
| 23 | 265 | 3.7% |
| 22.9 | 708 | |
| 22.8 | 321 | |
| 22.7 | 528 | |
| 22.6 | 447 | |
| 22.5 | 181 | 2.5% |
| 22.4 | 270 | 3.7% |
| 22.3 | 730 |
| Distinct | 264 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.33072971 |
| Minimum | 0 |
|---|---|
| Maximum | 40.33 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 56.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.03 |
| Q1 | 8.13 |
| median | 13.83 |
| Q3 | 21.63 |
| 95-th percentile | 36.83 |
| Maximum | 40.33 |
| Range | 40.33 |
| Interquartile range (IQR) | 13.5 |
Descriptive statistics
| Standard deviation | 9.8949199 |
|---|---|
| Coefficient of variation (CV) | 0.6454304579 |
| Kurtosis | -0.282125113 |
| Mean | 15.33072971 |
| Median Absolute Deviation (MAD) | 6.4 |
| Skewness | 0.619420479 |
| Sum | 110718.53 |
| Variance | 97.90943984 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8.13 | 521 | 7.2% |
| 13.83 | 489 | 6.8% |
| 8.53 | 336 | 4.7% |
| 3.63 | 278 | 3.8% |
| 7.03 | 276 | 3.8% |
| 27.23 | 222 | 3.1% |
| 1.63 | 210 | 2.9% |
| 28.13 | 209 | 2.9% |
| 2.53 | 202 | 2.8% |
| 20.13 | 192 | 2.7% |
| Other values (254) | 4287 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 0.03 | 28 | 0.4% |
| 0.83 | 1 | < 0.1% |
| 1.53 | 42 | 0.6% |
| 1.63 | 2 | < 0.1% |
| 1.63 | 210 | |
| 2.03 | 95 | |
| 2.43 | 1 | < 0.1% |
| 2.43 | 1 | < 0.1% |
| 2.53 | 202 |
| Value | Count | Frequency (%) |
| 40.33 | 15 | 0.2% |
| 39.63 | 167 | |
| 39.53 | 2 | < 0.1% |
| 39.53 | 66 | 0.9% |
| 39.03 | 1 | < 0.1% |
| 38.93 | 8 | 0.1% |
| 38.73 | 1 | < 0.1% |
| 38.73 | 4 | 0.1% |
| 38.63 | 24 | 0.3% |
| 38.43 | 10 | 0.1% |
Auto
The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| TIME | S | T1 | T2 | T3 | T4 | T5 | T6 | T7 | T8 | T9 | T10 | T11 | T12 | Z | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.000000 | 0 | 22.3 | 22.3 | 22.3 | 22.3 | 22.4 | 22.9 | 22.3 | 22.3 | 23.1 | 22.0 | 21.9 | 21.6 | 0.00 |
| 1 | 0.083333 | 0 | 22.3 | 22.3 | 22.3 | 22.3 | 22.4 | 22.9 | 22.3 | 22.3 | 23.1 | 22.0 | 21.9 | 21.6 | 0.03 |
| 2 | 0.166667 | 0 | 22.3 | 22.3 | 22.3 | 22.3 | 22.4 | 22.9 | 22.3 | 22.3 | 23.1 | 22.0 | 21.9 | 21.6 | 0.03 |
| 3 | 0.250000 | 0 | 22.3 | 22.3 | 22.3 | 22.3 | 22.4 | 22.9 | 22.3 | 22.3 | 23.1 | 22.0 | 21.9 | 21.6 | 0.03 |
| 4 | 0.333333 | 0 | 22.3 | 22.3 | 22.3 | 22.3 | 22.4 | 22.9 | 22.3 | 22.3 | 23.1 | 22.0 | 21.9 | 21.6 | 0.03 |
| 5 | 0.416667 | 0 | 22.3 | 22.3 | 22.3 | 22.3 | 22.4 | 22.9 | 22.3 | 22.3 | 23.1 | 22.0 | 21.9 | 21.6 | 0.03 |
| 6 | 0.500000 | 0 | 22.3 | 22.3 | 22.3 | 22.3 | 22.4 | 22.9 | 22.3 | 22.3 | 23.1 | 22.0 | 21.8 | 21.6 | 0.03 |
| 7 | 0.583333 | 0 | 22.3 | 22.3 | 22.3 | 22.3 | 22.4 | 22.9 | 22.3 | 22.3 | 23.1 | 22.0 | 21.9 | 21.6 | 0.03 |
| 8 | 0.666667 | 0 | 22.3 | 22.3 | 22.3 | 22.3 | 22.4 | 22.9 | 22.3 | 22.3 | 23.1 | 22.0 | 21.8 | 21.6 | 0.03 |
| 9 | 0.750000 | 0 | 22.3 | 22.3 | 22.3 | 22.3 | 22.4 | 22.9 | 22.3 | 22.3 | 23.1 | 22.0 | 21.8 | 21.6 | 0.03 |
Last rows
| TIME | S | T1 | T2 | T3 | T4 | T5 | T6 | T7 | T8 | T9 | T10 | T11 | T12 | Z | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7212 | 601.000000 | 0 | 22.9 | 23.0 | 23.0 | 23.0 | 23.1 | 23.0 | 23.0 | 22.9 | 24.5 | 22.3 | 22.4 | 21.9 | 2.93 |
| 7213 | 601.083333 | 0 | 22.9 | 23.0 | 23.0 | 23.0 | 23.1 | 23.0 | 23.0 | 22.9 | 24.5 | 22.3 | 22.3 | 21.9 | 2.93 |
| 7214 | 601.166667 | 0 | 22.9 | 23.0 | 23.0 | 23.0 | 23.1 | 23.0 | 23.0 | 22.9 | 24.5 | 22.3 | 22.4 | 21.9 | 2.93 |
| 7215 | 601.250000 | 0 | 22.9 | 23.0 | 23.0 | 23.0 | 23.1 | 23.0 | 23.0 | 22.9 | 24.5 | 22.3 | 22.4 | 21.9 | 2.93 |
| 7216 | 601.333333 | 0 | 22.9 | 23.0 | 23.0 | 23.0 | 23.1 | 23.0 | 23.0 | 22.9 | 24.5 | 22.3 | 22.4 | 21.9 | 2.93 |
| 7217 | 601.416667 | 0 | 22.9 | 23.0 | 23.0 | 23.0 | 23.1 | 23.0 | 23.0 | 22.9 | 24.5 | 22.3 | 22.4 | 21.9 | 2.93 |
| 7218 | 601.500000 | 0 | 22.9 | 23.0 | 23.0 | 23.0 | 23.1 | 23.0 | 23.0 | 22.9 | 24.5 | 22.3 | 22.4 | 21.9 | 2.93 |
| 7219 | 601.583333 | 0 | 22.9 | 23.0 | 23.0 | 23.0 | 23.1 | 23.0 | 23.0 | 22.9 | 24.5 | 22.3 | 22.4 | 21.9 | 2.93 |
| 7220 | 601.666667 | 0 | 22.9 | 23.0 | 23.0 | 23.0 | 23.1 | 23.0 | 23.0 | 22.9 | 24.5 | 22.3 | 22.3 | 21.9 | 2.93 |
| 7221 | 601.750000 | 0 | 22.9 | 23.0 | 23.0 | 23.0 | 23.1 | 23.0 | 23.0 | 22.9 | 24.5 | 22.3 | 22.3 | 21.9 | 2.93 |